Pith Number

pith:67NHYXHO

pith:2023:67NHYXHOCLEIJVFVNUO3WUQYX2

not attested not anchored not stored refs pending

Domain Adaptation for Code Model-based Unit Test Case Generation

Hadi Hemmati, Jiho Shin, Sepehr Hashtroudi, Song Wang

arxiv:2308.08033 v3 · 2023-08-15 · cs.SE · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{67NHYXHOCLEIJVFVNUO3WUQYX2}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Do Code LLMs Understand Design Patterns?

Receipt and verification

First computed	2026-07-05T08:50:24.123424Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7da7c5cee12c884d4b56d1dbb5218be88d077b544fdc8de7ae31cbedd79557e

Aliases

arxiv: 2308.08033 · arxiv_version: 2308.08033v3 · doi: 10.48550/arxiv.2308.08033 · pith_short_12: 67NHYXHOCLEI · pith_short_16: 67NHYXHOCLEIJVFV · pith_short_8: 67NHYXHO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/67NHYXHOCLEIJVFVNUO3WUQYX2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f7da7c5cee12c884d4b56d1dbb5218be88d077b544fdc8de7ae31cbedd79557e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1876cffc0b390b5421d99c06edff7dac16197d75a714d68c399440d0bbd2aa37",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-08-15T20:48:50Z",
    "title_canon_sha256": "ac5c23341ae4c1106fa28f270190623f7412f692fb06462c9cb7cf50696bf61e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08033",
    "kind": "arxiv",
    "version": 3
  }
}